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Predictive Biomarkers and Personalized Medicine

An Epithelial–Mesenchymal Transition Gene Signature Predicts Resistance to EGFR and PI3K Inhibitors and Identifies Axl as a Therapeutic Target for Overcoming EGFR Inhibitor Resistance

Lauren Averett Byers, Lixia Diao, Jing Wang, Pierre Saintigny, Luc Girard, Michael Peyton, Li Shen, Youhong Fan, Uma Giri, Praveen K. Tumula, Monique B. Nilsson, Jayanthi Gudikote, Hai Tran, Robert J.G. Cardnell, David J. Bearss, Steven L. Warner, Jason M. Foulks, Steven B. Kanner, Varsha Gandhi, Nancy Krett, Steven T. Rosen, Edward S. Kim, Roy S. Herbst, George R. Blumenschein, J. Jack Lee, Scott M. Lippman, K. Kian Ang, Gordon B. Mills, Waun K. Hong, John N. Weinstein, Ignacio I. Wistuba, Kevin R. Coombes, John D. Minna and John V. Heymach
Lauren Averett Byers
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Lixia Diao
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Jing Wang
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Pierre Saintigny
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Luc Girard
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Michael Peyton
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Li Shen
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Youhong Fan
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Uma Giri
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Praveen K. Tumula
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Monique B. Nilsson
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Jayanthi Gudikote
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Hai Tran
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Robert J.G. Cardnell
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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David J. Bearss
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Steven L. Warner
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Jason M. Foulks
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Steven B. Kanner
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Varsha Gandhi
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Nancy Krett
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Steven T. Rosen
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Edward S. Kim
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Roy S. Herbst
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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George R. Blumenschein
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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J. Jack Lee
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Scott M. Lippman
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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K. Kian Ang
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Gordon B. Mills
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Waun K. Hong
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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John N. Weinstein
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Ignacio I. Wistuba
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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Kevin R. Coombes
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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John D. Minna
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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John V. Heymach
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
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DOI: 10.1158/1078-0432.CCR-12-1558
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Abstract

Purpose: Epithelial–mesenchymal transition (EMT) has been associated with metastatic spread and EGF receptor (EGFR) inhibitor resistance. We developed and validated a robust 76-gene EMT signature using gene expression profiles from four platforms using non–small cell lung carcinoma (NSCLC) cell lines and patients treated in the Biomarker-Integrated Approaches of Targeted Therapy for Lung Cancer Elimination (BATTLE) study.

Experimental Design: We conducted an integrated gene expression, proteomic, and drug response analysis using cell lines and tumors from patients with NSCLC. A 76-gene EMT signature was developed and validated using gene expression profiles from four microarray platforms of NSCLC cell lines and patients treated in the BATTLE study, and potential therapeutic targets associated with EMT were identified.

Results: Compared with epithelial cells, mesenchymal cells showed significantly greater resistance to EGFR and PI3K/Akt pathway inhibitors, independent of EGFR mutation status, but more sensitivity to certain chemotherapies. Mesenchymal cells also expressed increased levels of the receptor tyrosine kinase Axl and showed a trend toward greater sensitivity to the Axl inhibitor SGI-7079, whereas the combination of SGI-7079 with erlotinib reversed erlotinib resistance in mesenchymal lines expressing Axl and in a xenograft model of mesenchymal NSCLC. In patients with NSCLC, the EMT signature predicted 8-week disease control in patients receiving erlotinib but not other therapies.

Conclusion: We have developed a robust EMT signature that predicts resistance to EGFR and PI3K/Akt inhibitors, highlights different patterns of drug responsiveness for epithelial and mesenchymal cells, and identifies Axl as a potential therapeutic target for overcoming EGFR inhibitor resistance associated with the mesenchymal phenotype. Clin Cancer Res; 19(1); 1–12. ©2012 AACR.

Footnotes

  • Note: Supplementary data for this article are available at Clinical Cancer Research Online (http://clincancerres.aacrjournals.org/).

  • Affymetrix microarray results from the cell line training set were previously published and archived at the Gene Expression Omnibus repository (http://www.ncbi.nlm.nih.gov/geo/, GEO accession GSE4824).

  • Illumina v2 (GSE32989) and v3 (GSE32036) results have been deposited in the GEO repository and are available at the following links.

  • Illumina v2: http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?token=lxatjamqwakaidw&acc=GSE32989.

  • Illumina v3: http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?token=pfiphqkackiyubo&acc=GSE32036.

  • BATTLE array results have been deposited in the GEO repository (GSE33072) and are available at the following links: http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?token=xfwnxqsygocaajg&acc=GSE33072.

  • Received May 15, 2012.
  • Revision received September 25, 2012.
  • Accepted October 9, 2012.
  • ©2012 American Association for Cancer Research.
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This OnlineFirst version was published on December 20, 2012
doi: 10.1158/1078-0432.CCR-12-1558

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An Epithelial–Mesenchymal Transition Gene Signature Predicts Resistance to EGFR and PI3K Inhibitors and Identifies Axl as a Therapeutic Target for Overcoming EGFR Inhibitor Resistance
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An Epithelial–Mesenchymal Transition Gene Signature Predicts Resistance to EGFR and PI3K Inhibitors and Identifies Axl as a Therapeutic Target for Overcoming EGFR Inhibitor Resistance
Lauren Averett Byers, Lixia Diao, Jing Wang, Pierre Saintigny, Luc Girard, Michael Peyton, Li Shen, Youhong Fan, Uma Giri, Praveen K. Tumula, Monique B. Nilsson, Jayanthi Gudikote, Hai Tran, Robert J.G. Cardnell, David J. Bearss, Steven L. Warner, Jason M. Foulks, Steven B. Kanner, Varsha Gandhi, Nancy Krett, Steven T. Rosen, Edward S. Kim, Roy S. Herbst, George R. Blumenschein, J. Jack Lee, Scott M. Lippman, K. Kian Ang, Gordon B. Mills, Waun K. Hong, John N. Weinstein, Ignacio I. Wistuba, Kevin R. Coombes, John D. Minna and John V. Heymach
Clin Cancer Res December 20 2012 DOI: 10.1158/1078-0432.CCR-12-1558

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An Epithelial–Mesenchymal Transition Gene Signature Predicts Resistance to EGFR and PI3K Inhibitors and Identifies Axl as a Therapeutic Target for Overcoming EGFR Inhibitor Resistance
Lauren Averett Byers, Lixia Diao, Jing Wang, Pierre Saintigny, Luc Girard, Michael Peyton, Li Shen, Youhong Fan, Uma Giri, Praveen K. Tumula, Monique B. Nilsson, Jayanthi Gudikote, Hai Tran, Robert J.G. Cardnell, David J. Bearss, Steven L. Warner, Jason M. Foulks, Steven B. Kanner, Varsha Gandhi, Nancy Krett, Steven T. Rosen, Edward S. Kim, Roy S. Herbst, George R. Blumenschein, J. Jack Lee, Scott M. Lippman, K. Kian Ang, Gordon B. Mills, Waun K. Hong, John N. Weinstein, Ignacio I. Wistuba, Kevin R. Coombes, John D. Minna and John V. Heymach
Clin Cancer Res December 20 2012 DOI: 10.1158/1078-0432.CCR-12-1558
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Clinical Cancer Research
eISSN: 1557-3265
ISSN: 1078-0432

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